Overview

Brought to you by YData

Dataset statistics

Number of variables	31
Number of observations	2000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	484.5 KiB
Average record size in memory	248.1 B

Variable types

Numeric	18
Categorical	4
Boolean	9

Alerts

`Age` is highly overall correlated with `Age Youngest Child` and 1 other fields	High correlation
`Age Youngest Child` is highly overall correlated with `Age` and 1 other fields	High correlation
`Annual value` is highly overall correlated with `Number of Loan Accounts` and 1 other fields	High correlation
`Average Balance Feed Index` is highly overall correlated with `Number of Products` and 2 other fields	High correlation
`Household Debt to Equity Ratio` is highly overall correlated with `Percentage White Collar Workers`	High correlation
`Months Current Account` is highly overall correlated with `Months as a Customer`	High correlation
`Months as a Customer` is highly overall correlated with `Months Current Account`	High correlation
`Number of Loan Accounts` is highly overall correlated with `Annual value`	High correlation
`Number of Products` is highly overall correlated with `Annual value` and 3 other fields	High correlation
`Number of Transactions` is highly overall correlated with `Average Balance Feed Index` and 2 other fields	High correlation
`Percentage White Collar Workers` is highly overall correlated with `Household Debt to Equity Ratio`	High correlation
`Personal Debt to Equity Ratio` is highly overall correlated with `Age` and 1 other fields	High correlation
`RFM Score` is highly overall correlated with `Average Balance Feed Index` and 2 other fields	High correlation
`Has Bad Payment Record` is highly imbalanced (95.8%)	Imbalance
`Interested in Personal Loan` is highly imbalanced (76.9%)	Imbalance
`Interested in Credit Card` is highly imbalanced (50.2%)	Imbalance
`Customer ID` has unique values	Unique
`Number of Products` has 1217 (60.9%) zeros	Zeros
`RFM Score` has 1307 (65.3%) zeros	Zeros
`Average Balance Feed Index` has 1305 (65.2%) zeros	Zeros
`Number of Transactions` has 1305 (65.2%) zeros	Zeros
`Months Current Account` has 28 (1.4%) zeros	Zeros
`Number of Loan Accounts` has 850 (42.5%) zeros	Zeros
`Number of Call Center Contacts` has 288 (14.4%) zeros	Zeros
`Age Youngest Child` has 454 (22.7%) zeros	Zeros
`Annual value` has 525 (26.2%) zeros	Zeros

Reproduction

Analysis started	2024-11-20 19:41:34.225502
Analysis finished	2024-11-20 19:42:26.236722
Duration	52.01 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

Age
Real number (ℝ)

High correlation

Distinct	73
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.4955

Minimum	10
Maximum	83
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	10
5-th percentile	20
Q1	31
median	39
Q3	46
95-th percentile	61
Maximum	83
Range	73
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	12.076005
Coefficient of variation (CV)	0.30575648
Kurtosis	0.48307872
Mean	39.4955
Median Absolute Deviation (MAD)	8
Skewness	0.45225504
Sum	78991
Variance	145.82989
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	87	4.3%
39	85	4.2%
36	83	4.2%
38	76	3.8%
41	72	3.6%
37	70	3.5%
43	68	3.4%
34	66	3.3%
42	66	3.3%
44	63	3.1%
Other values (63)	1264	63.2%

Value	Count	Frequency (%)
10	2	0.1%
11	4	0.2%
12	1	0.1%
13	3	0.1%
14	7	0.4%
15	11	0.5%
16	8	0.4%
17	7	0.4%
18	23	1.1%
19	18	0.9%

Value	Count	Frequency (%)
83	3	0.1%
82	2	0.1%
81	1	0.1%
80	1	0.1%
79	2	0.1%
78	1	0.1%
76	1	0.1%
75	4	0.2%
74	1	0.1%
73	8	0.4%

Months as a Customer
Categorical

High correlation

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

36.0	573
24.0	539
12.0	328
0.0	313
48.0	247

Length

Max length	4
Median length	4
Mean length	3.8435
Min length	3

Characters and Unicode

Total characters	7687
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	24.0
2nd row	12.0
3rd row	36.0
4th row	0.0
5th row	48.0

Common Values

Value	Count	Frequency (%)
36.0	573	28.6%
24.0	539	27.0%
12.0	328	16.4%
0.0	313	15.7%
48.0	247	12.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
36.0	573	28.6%
24.0	539	27.0%
12.0	328	16.4%
0.0	313	15.7%
48.0	247	12.3%

Most occurring characters

Value	Count	Frequency (%)
0	2313	30.1%
.	2000	26.0%
2	867	11.3%
4	786	10.2%
3	573	7.5%
6	573	7.5%
1	328	4.3%
8	247	3.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7687	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2313	30.1%
.	2000	26.0%
2	867	11.3%
4	786	10.2%
3	573	7.5%
6	573	7.5%
1	328	4.3%
8	247	3.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7687	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2313	30.1%
.	2000	26.0%
2	867	11.3%
4	786	10.2%
3	573	7.5%
6	573	7.5%
1	328	4.3%
8	247	3.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7687	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2313	30.1%
.	2000	26.0%
2	867	11.3%
4	786	10.2%
3	573	7.5%
6	573	7.5%
1	328	4.3%
8	247	3.2%

Number of Products
Real number (ℝ)

High correlation Zeros

Distinct	47
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.343

Minimum	0
Maximum	56
Zeros	1217
Zeros (%)	60.9%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	9
Maximum	56
Range	56
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	6.3680159
Coefficient of variation (CV)	2.7178899
Kurtosis	25.359853
Mean	2.343
Median Absolute Deviation (MAD)	0
Skewness	4.7713752
Sum	4686
Variance	40.551627
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	1217	60.9%
2	199	10.0%
3	157	7.8%
4	123	6.2%
1	112	5.6%
5	51	2.5%
6	22	1.1%
7	10	0.5%
25	8	0.4%
9	8	0.4%
Other values (37)	93	4.7%

Value	Count	Frequency (%)
0	1217	60.9%
1	112	5.6%
2	199	10.0%
3	157	7.8%
4	123	6.2%
5	51	2.5%
6	22	1.1%
7	10	0.5%
8	4	0.2%
9	8	0.4%

Value	Count	Frequency (%)
56	1	0.1%
55	1	0.1%
52	1	0.1%
51	1	0.1%
47	2	0.1%
46	1	0.1%
43	4	0.2%
42	2	0.1%
41	2	0.1%
39	2	0.1%

RFM Score
Real number (ℝ)

High correlation Zeros

Distinct	651
Distinct (%)	32.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.069605

Minimum	0
Maximum	35.762
Zeros	1307
Zeros (%)	65.3%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8.929
95-th percentile	13.33605
Maximum	35.762
Range	35.762
Interquartile range (IQR)	8.929

Descriptive statistics

Standard deviation	6.3911805
Coefficient of variation (CV)	1.570467
Kurtosis	3.8288281
Mean	4.069605
Median Absolute Deviation (MAD)	0
Skewness	1.7817038
Sum	8139.21
Variance	40.847189
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1307	65.3%
7.582	3	0.1%
9.92	3	0.1%
8.262	3	0.1%
8.412	2	0.1%
8.446	2	0.1%
8.969	2	0.1%
8.316	2	0.1%
7.816	2	0.1%
8.657	2	0.1%
Other values (641)	672	33.6%

Value	Count	Frequency (%)
0	1307	65.3%
7.279	1	0.1%
7.292	1	0.1%
7.316	1	0.1%
7.319	1	0.1%
7.337	1	0.1%
7.35	1	0.1%
7.382	1	0.1%
7.406	1	0.1%
7.416	1	0.1%

Value	Count	Frequency (%)
35.762	1	0.1%
34.688	1	0.1%
33.879	1	0.1%
33.707	1	0.1%
33.289	1	0.1%
33.109	1	0.1%
33.097	1	0.1%
32.937	1	0.1%
32.731	1	0.1%
32.338	1	0.1%

Average Balance Feed Index
Real number (ℝ)

High correlation Zeros

Distinct	279
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	80.6675

Minimum	0
Maximum	1208
Zeros	1305
Zeros (%)	65.2%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	119
95-th percentile	429
Maximum	1208
Range	1208
Interquartile range (IQR)	119

Descriptive statistics

Standard deviation	153.08673
Coefficient of variation (CV)	1.8977497
Kurtosis	7.9463113
Mean	80.6675
Median Absolute Deviation (MAD)	0
Skewness	2.5740984
Sum	161335
Variance	23435.546
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1305	65.2%
299	25	1.2%
129	23	1.1%
89	22	1.1%
69	19	0.9%
249	16	0.8%
179	15	0.8%
59	15	0.8%
199	15	0.8%
109	14	0.7%
Other values (269)	531	26.6%

Value	Count	Frequency (%)
0	1305	65.2%
4	1	0.1%
8	1	0.1%
9	1	0.1%
10	2	0.1%
13	2	0.1%
15	1	0.1%
16	1	0.1%
17	1	0.1%
19	1	0.1%

Value	Count	Frequency (%)
1208	1	0.1%
970	1	0.1%
963	1	0.1%
958	1	0.1%
948	1	0.1%
932	1	0.1%
909	1	0.1%
905	1	0.1%
847	1	0.1%
807	1	0.1%

Number of Transactions
Real number (ℝ)

High correlation Zeros

Distinct	29
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2485

Minimum	0
Maximum	29
Zeros	1305
Zeros (%)	65.2%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	29
Range	29
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	3.6377692
Coefficient of variation (CV)	2.9137118
Kurtosis	26.069999
Mean	1.2485
Median Absolute Deviation (MAD)	0
Skewness	4.9227948
Sum	2497
Variance	13.233364
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	1305	65.2%
1	307	15.3%
2	182	9.1%
3	96	4.8%
4	11	0.5%
5	10	0.5%
15	7	0.4%
18	6	0.3%
11	6	0.3%
25	6	0.3%
Other values (19)	64	3.2%

Value	Count	Frequency (%)
0	1305	65.2%
1	307	15.3%
2	182	9.1%
3	96	4.8%
4	11	0.5%
5	10	0.5%
6	4	0.2%
7	4	0.2%
8	4	0.2%
9	5	0.2%

Value	Count	Frequency (%)
29	1	0.1%
27	3	0.1%
26	4	0.2%
25	6	0.3%
24	4	0.2%
23	5	0.2%
22	3	0.1%
21	2	0.1%
20	2	0.1%
19	2	0.1%

Personal Debt to Equity Ratio
Real number (ℝ)

High correlation

Distinct	73
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.4955

Minimum	10
Maximum	83
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	10
5-th percentile	20
Q1	31
median	39
Q3	46
95-th percentile	61
Maximum	83
Range	73
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	12.076005
Coefficient of variation (CV)	0.30575648
Kurtosis	0.48307872
Mean	39.4955
Median Absolute Deviation (MAD)	8
Skewness	0.45225504
Sum	78991
Variance	145.82989
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	87	4.3%
39	85	4.2%
36	83	4.2%
38	76	3.8%
41	72	3.6%
37	70	3.5%
43	68	3.4%
34	66	3.3%
42	66	3.3%
44	63	3.1%
Other values (63)	1264	63.2%

Value	Count	Frequency (%)
10	2	0.1%
11	4	0.2%
12	1	0.1%
13	3	0.1%
14	7	0.4%
15	11	0.5%
16	8	0.4%
17	7	0.4%
18	23	1.1%
19	18	0.9%

Value	Count	Frequency (%)
83	3	0.1%
82	2	0.1%
81	1	0.1%
80	1	0.1%
79	2	0.1%
78	1	0.1%
76	1	0.1%
75	4	0.2%
74	1	0.1%
73	8	0.4%

Months Current Account
Real number (ℝ)

High correlation Zeros

Distinct	45
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.9105

Minimum	-7
Maximum	41
Zeros	28
Zeros (%)	1.4%
Negative	317
Negative (%)	15.8%
Memory size	15.8 KiB

Quantile statistics

Minimum	-7
5-th percentile	-5
Q1	8
median	18
Q3	29
95-th percentile	38
Maximum	41
Range	48
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	13.583068
Coefficient of variation (CV)	0.75838576
Kurtosis	-1.0643807
Mean	17.9105
Median Absolute Deviation (MAD)	11
Skewness	-0.18494332
Sum	35821
Variance	184.49974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
23	72	3.6%
-4	68	3.4%
-6	61	3.0%
17	61	3.0%
10	60	3.0%
14	54	2.7%
27	54	2.7%
37	54	2.7%
5	54	2.7%
28	54	2.7%
Other values (35)	1408	70.4%

Value	Count	Frequency (%)
-7	5	0.2%
-6	61	3.0%
-5	51	2.5%
-4	68	3.4%
-3	45	2.2%
-2	44	2.2%
-1	43	2.1%
0	28	1.4%
5	54	2.7%
6	43	2.1%

Value	Count	Frequency (%)
41	11	0.5%
40	28	1.4%
39	36	1.8%
38	44	2.2%
37	54	2.7%
36	50	2.5%
35	48	2.4%
34	45	2.2%
33	53	2.6%
32	36	1.8%

Number of Loan Accounts
Real number (ℝ)

High correlation Zeros

Distinct	8
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1145

Minimum	0
Maximum	7
Zeros	850
Zeros (%)	42.5%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	4
Maximum	7
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3886518
Coefficient of variation (CV)	1.2459864
Kurtosis	3.2395037
Mean	1.1145
Median Absolute Deviation (MAD)	1
Skewness	1.6897097
Sum	2229
Variance	1.9283539
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	850	42.5%
1	613	30.6%
2	244	12.2%
3	156	7.8%
4	77	3.9%
5	29	1.5%
7	21	1.1%
6	10	0.5%

Value	Count	Frequency (%)
0	850	42.5%
1	613	30.6%
2	244	12.2%
3	156	7.8%
4	77	3.9%
5	29	1.5%
6	10	0.5%
7	21	1.1%

Value	Count	Frequency (%)
7	21	1.1%
6	10	0.5%
5	29	1.5%
4	77	3.9%
3	156	7.8%
2	244	12.2%
1	613	30.6%
0	850	42.5%

Customer ID
Real number (ℝ)

Unique

Distinct	2000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45405.118

Minimum	8
Maximum	97651
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	8
5-th percentile	4370.8
Q1	24628.75
median	45300
Q3	67063.25
95-th percentile	85851.35
Maximum	97651
Range	97643
Interquartile range (IQR)	42434.5

Descriptive statistics

Standard deviation	25900.767
Coefficient of variation (CV)	0.57043718
Kurtosis	-1.0937546
Mean	45405.118
Median Absolute Deviation (MAD)	21178.5
Skewness	-0.011922302
Sum	90810235
Variance	6.7084975 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
76719	1	0.1%
5409	1	0.1%
5477	1	0.1%
5507	1	0.1%
8	1	0.1%
158	1	0.1%
173	1	0.1%
5408	1	0.1%
5579	1	0.1%
5695	1	0.1%
Other values (1990)	1990	99.5%

Value	Count	Frequency (%)
8	1	0.1%
37	1	0.1%
53	1	0.1%
93	1	0.1%
104	1	0.1%
158	1	0.1%
173	1	0.1%
202	1	0.1%
311	1	0.1%
323	1	0.1%

Value	Count	Frequency (%)
97651	1	0.1%
97487	1	0.1%
97412	1	0.1%
97262	1	0.1%
96719	1	0.1%
96599	1	0.1%
96274	1	0.1%
96176	1	0.1%
96133	1	0.1%
96056	1	0.1%

Has Bad Payment Record
Categorical

Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

0	1991
1	9

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1991	99.6%
1	9	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1991	99.6%
1	9	0.4%

Most occurring characters

Value	Count	Frequency (%)
0	1991	99.6%
1	9	0.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1991	99.6%
1	9	0.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1991	99.6%
1	9	0.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1991	99.6%
1	9	0.4%

Members Within Household
Real number (ℝ)

Distinct	7
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.7055

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	5
95-th percentile	6
Maximum	7
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.7794249
Coefficient of variation (CV)	0.48021182
Kurtosis	-1.1234931
Mean	3.7055
Median Absolute Deviation (MAD)	2
Skewness	0.05245727
Sum	7411
Variance	3.1663529
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	341	17.1%
4	331	16.6%
2	329	16.4%
6	325	16.2%
5	315	15.8%
1	272	13.6%
7	87	4.3%

Value	Count	Frequency (%)
1	272	13.6%
2	329	16.4%
3	341	17.1%
4	331	16.6%
5	315	15.8%
6	325	16.2%
7	87	4.3%

Value	Count	Frequency (%)
7	87	4.3%
6	325	16.2%
5	315	15.8%
4	331	16.6%
3	341	17.1%
2	329	16.4%
1	272	13.6%

Number of Call Center Contacts
Real number (ℝ)

Zeros

Distinct	12
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.951

Minimum	0
Maximum	11
Zeros	288
Zeros (%)	14.4%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8
median	9
Q3	10
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.5888771
Coefficient of variation (CV)	0.45137431
Kurtosis	0.73096418
Mean	7.951
Median Absolute Deviation (MAD)	1
Skewness	-1.4645572
Sum	15902
Variance	12.880039
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
10	497	24.9%
11	402	20.1%
9	390	19.5%
0	288	14.4%
8	237	11.8%
7	97	4.9%
6	49	2.5%
5	19	0.9%
1	15	0.8%
4	4	0.2%
Other values (2)	2	0.1%

Value	Count	Frequency (%)
0	288	14.4%
1	15	0.8%
2	1	0.1%
3	1	0.1%
4	4	0.2%
5	19	0.9%
6	49	2.5%
7	97	4.9%
8	237	11.8%
9	390	19.5%

Value	Count	Frequency (%)
11	402	20.1%
10	497	24.9%
9	390	19.5%
8	237	11.8%
7	97	4.9%
6	49	2.5%
5	19	0.9%
4	4	0.2%
3	1	0.1%
2	1	0.1%

Gender
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

M	1017
F	983

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	F
2nd row	M
3rd row	F
4th row	M
5th row	F

Common Values

Value	Count	Frequency (%)
M	1017	50.8%
F	983	49.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
m	1017	50.8%
f	983	49.1%

Most occurring characters

Value	Count	Frequency (%)
M	1017	50.8%
F	983	49.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
M	1017	50.8%
F	983	49.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
M	1017	50.8%
F	983	49.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
M	1017	50.8%
F	983	49.1%

Marital Status
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

S	973
M	526
U	501

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2000
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	S
2nd row	M
3rd row	U
4th row	U
5th row	S

Common Values

Value	Count	Frequency (%)
S	973	48.6%
M	526	26.3%
U	501	25.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
s	973	48.6%
m	526	26.3%
u	501	25.1%

Most occurring characters

Value	Count	Frequency (%)
S	973	48.6%
M	526	26.3%
U	501	25.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	973	48.6%
M	526	26.3%
U	501	25.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	973	48.6%
M	526	26.3%
U	501	25.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	973	48.6%
M	526	26.3%
U	501	25.1%

Age Youngest Child
Real number (ℝ)

High correlation Zeros

Distinct	56
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.2915

Minimum	0
Maximum	57
Zeros	454
Zeros (%)	22.7%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	10
Q3	17
95-th percentile	32
Maximum	57
Range	57
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	10.614559
Coefficient of variation (CV)	0.94004862
Kurtosis	1.0801287
Mean	11.2915
Median Absolute Deviation (MAD)	8
Skewness	1.0709032
Sum	22583
Variance	112.66886
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	454	22.7%
12	80	4.0%
7	78	3.9%
5	77	3.9%
14	75	3.8%
11	75	3.8%
13	74	3.7%
10	73	3.6%
8	61	3.0%
4	60	3.0%
Other values (46)	893	44.6%

Value	Count	Frequency (%)
0	454	22.7%
1	35	1.8%
2	57	2.9%
3	46	2.3%
4	60	3.0%
5	77	3.9%
6	59	2.9%
7	78	3.9%
8	61	3.0%
9	58	2.9%

Value	Count	Frequency (%)
57	2	0.1%
55	1	0.1%
54	1	0.1%
53	1	0.1%
52	1	0.1%
51	2	0.1%
49	1	0.1%
48	2	0.1%
47	2	0.1%
46	3	0.1%

Number of Workers in Household
Real number (ℝ)

Distinct	21
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.9395

Minimum	2
Maximum	22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	2
5-th percentile	6
Q1	8
median	11
Q3	14
95-th percentile	17
Maximum	22
Range	20
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.6130827
Coefficient of variation (CV)	0.3302786
Kurtosis	-0.23196068
Mean	10.9395
Median Absolute Deviation (MAD)	3
Skewness	0.30597017
Sum	21879
Variance	13.054367
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
9	257	12.8%
10	223	11.2%
7	205	10.2%
11	199	10.0%
14	183	9.2%
12	154	7.7%
8	136	6.8%
13	134	6.7%
15	121	6.0%
16	83	4.2%
Other values (11)	305	15.2%

Value	Count	Frequency (%)
2	7	0.4%
3	6	0.3%
4	50	2.5%
5	28	1.4%
6	79	4.0%
7	205	10.2%
8	136	6.8%
9	257	12.8%
10	223	11.2%
11	199	10.0%

Value	Count	Frequency (%)
22	4	0.2%
21	8	0.4%
20	16	0.8%
19	20	1.0%
18	48	2.4%
17	39	1.9%
16	83	4.2%
15	121	6.0%
14	183	9.2%
13	134	6.7%

Percentage White Collar Workers
Real number (ℝ)

High correlation

Distinct	54
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.5825

Minimum	9
Maximum	66
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	9
5-th percentile	18
Q1	27
median	32
Q3	38
95-th percentile	47
Maximum	66
Range	57
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	8.9512712
Coefficient of variation (CV)	0.27472635
Kurtosis	0.80542887
Mean	32.5825
Median Absolute Deviation (MAD)	6
Skewness	0.44919379
Sum	65165
Variance	80.125256
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33	129	6.5%
27	110	5.5%
31	108	5.4%
36	105	5.2%
32	99	5.0%
29	91	4.5%
39	91	4.5%
28	73	3.6%
35	72	3.6%
25	71	3.5%
Other values (44)	1051	52.5%

Value	Count	Frequency (%)
9	1	0.1%
10	5	0.2%
11	4	0.2%
12	4	0.2%
13	3	0.1%
14	9	0.4%
15	4	0.2%
16	8	0.4%
17	19	0.9%
18	58	2.9%

Value	Count	Frequency (%)
66	1	0.1%
65	12	0.6%
64	4	0.2%
61	3	0.1%
58	6	0.3%
57	1	0.1%
56	3	0.1%
55	6	0.3%
54	1	0.1%
53	3	0.1%

Household Debt to Equity Ratio
Real number (ℝ)

High correlation

Distinct	59
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.9055

Minimum	19
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	19
5-th percentile	38
Q1	49
median	56
Q3	62
95-th percentile	69
Maximum	80
Range	61
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.6610682
Coefficient of variation (CV)	0.17595811
Kurtosis	0.51863476
Mean	54.9055
Median Absolute Deviation (MAD)	7
Skewness	-0.48832405
Sum	109811
Variance	93.336238
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52	153	7.6%
64	132	6.6%
58	106	5.3%
56	84	4.2%
59	83	4.2%
57	81	4.0%
61	80	4.0%
45	77	3.9%
53	74	3.7%
50	66	3.3%
Other values (49)	1064	53.2%

Value	Count	Frequency (%)
19	3	0.1%
21	1	0.1%
22	3	0.1%
23	3	0.1%
24	2	0.1%
25	9	0.4%
26	1	0.1%
27	5	0.2%
28	1	0.1%
30	2	0.1%

Value	Count	Frequency (%)
80	1	0.1%
79	2	0.1%
78	5	0.2%
77	7	0.4%
76	2	0.1%
75	8	0.4%
74	3	0.1%
73	12	0.6%
72	5	0.2%
71	16	0.8%

Income
Real number (ℝ)

Distinct	714
Distinct (%)	35.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50069.633

Minimum	17418
Maximum	80874
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	17418
5-th percentile	31855
Q1	42562.75
median	49742.5
Q3	57415
95-th percentile	68819
Maximum	80874
Range	63456
Interquartile range (IQR)	14852.25

Descriptive statistics

Standard deviation	11510.929
Coefficient of variation (CV)	0.22989842
Kurtosis	-0.22587385
Mean	50069.633
Median Absolute Deviation (MAD)	7574.5
Skewness	0.095608936
Sum	1.0013927 × 10⁸
Variance	1.325015 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42752	45	2.2%
65263	41	2.1%
37502	40	2.0%
40287	32	1.6%
49921	20	1.0%
43935	19	0.9%
52174	19	0.9%
63861	18	0.9%
46755	14	0.7%
56482	14	0.7%
Other values (704)	1738	86.9%

Value	Count	Frequency (%)
17418	2	0.1%
20666	1	0.1%
21103	9	0.4%
21420	2	0.1%
21766	2	0.1%
21974	1	0.1%
22415	2	0.1%
22729	1	0.1%
23751	4	0.2%
24450	4	0.2%

Value	Count	Frequency (%)
80874	1	0.1%
80647	7	0.4%
80392	2	0.1%
79747	5	0.2%
79287	5	0.2%
78162	5	0.2%
77894	1	0.1%
76547	2	0.1%
75618	1	0.1%
75546	1	0.1%

Weeks Since Last Offer
Real number (ℝ)

Distinct	52
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.8415

Minimum	1
Maximum	52
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	13
median	25
Q3	39
95-th percentile	50
Maximum	52
Range	51
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	15.017395
Coefficient of variation (CV)	0.58113478
Kurtosis	-1.2001272
Mean	25.8415
Median Absolute Deviation (MAD)	13
Skewness	0.041411306
Sum	51683
Variance	225.52214
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22	49	2.5%
7	48	2.4%
13	46	2.3%
9	46	2.3%
23	46	2.3%
20	46	2.3%
18	45	2.2%
1	45	2.2%
2	44	2.2%
33	44	2.2%
Other values (42)	1541	77.0%

Value	Count	Frequency (%)
1	45	2.2%
2	44	2.2%
3	36	1.8%
4	41	2.1%
5	41	2.1%
6	38	1.9%
7	48	2.4%
8	41	2.1%
9	46	2.3%
10	39	1.9%

Value	Count	Frequency (%)
52	30	1.5%
51	43	2.1%
50	28	1.4%
49	34	1.7%
48	40	2.0%
47	43	2.1%
46	34	1.7%
45	29	1.5%
44	44	2.2%
43	40	2.0%

Homeowner
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.1 KiB

False	1443
True	557

Value	Count	Frequency (%)
False	1443	72.2%
True	557	27.9%

Accepted Personal Loan
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.1 KiB

False	1742
True	258

Value	Count	Frequency (%)
False	1742	87.1%
True	258	12.9%

Accepted Retention
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.1 KiB

False	1753
True	247

Value	Count	Frequency (%)
False	1753	87.6%
True	247	12.3%

Accepted Home Equity Loan
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.1 KiB

False	1778
True	222

Value	Count	Frequency (%)
False	1778	88.9%
True	222	11.1%

Accepted Credit Card
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.1 KiB

False	1772
True	228

Value	Count	Frequency (%)
False	1772	88.6%
True	228	11.4%

Annual value
Real number (ℝ)

High correlation Zeros

Distinct	107
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	181.74

Minimum	0
Maximum	1680
Zeros	525
Zeros (%)	26.2%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	100
Q3	230
95-th percentile	670.5
Maximum	1680
Range	1680
Interquartile range (IQR)	230

Descriptive statistics

Standard deviation	236.09181
Coefficient of variation (CV)	1.2990635
Kurtosis	9.7506733
Mean	181.74
Median Absolute Deviation (MAD)	100
Skewness	2.7220251
Sum	363480
Variance	55739.342
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	525	26.2%
100	396	19.8%
200	135	6.8%
60	90	4.5%
300	86	4.3%
120	61	3.0%
90	56	2.8%
160	51	2.5%
190	47	2.4%
400	44	2.2%
Other values (97)	509	25.4%

Value	Count	Frequency (%)
0	525	26.2%
30	42	2.1%
60	90	4.5%
90	56	2.8%
100	396	19.8%
120	61	3.0%
130	33	1.7%
150	19	0.9%
160	51	2.5%
180	5	0.2%

Value	Count	Frequency (%)
1680	2	0.1%
1660	1	0.1%
1650	1	0.1%
1630	1	0.1%
1510	1	0.1%
1470	1	0.1%
1440	1	0.1%
1410	2	0.1%
1390	1	0.1%
1360	1	0.1%

Interested in Personal Loan
Boolean

Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.1 KiB

False	1925
True	75

Value	Count	Frequency (%)
False	1925	96.2%
True	75	3.8%

Interested in Retention
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.1 KiB

False	1761
True	239

Value	Count	Frequency (%)
False	1761	88.0%
True	239	11.9%

Interested in Home Equity Loan
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.1 KiB

False	1776
True	224

Value	Count	Frequency (%)
False	1776	88.8%
True	224	11.2%

Interested in Credit Card
Boolean

Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.1 KiB

False	1781
True	219

Value	Count	Frequency (%)
False	1781	89.0%
True	219	10.9%

Interactions

Correlations

	Accepted Credit Card	Accepted Home Equity Loan	Accepted Personal Loan	Accepted Retention	Age	Age Youngest Child	Annual value	Average Balance Feed Index	Customer ID	Gender	Has Bad Payment Record	Homeowner	Household Debt to Equity Ratio	Income	Interested in Credit Card	Interested in Home Equity Loan	Interested in Personal Loan	Interested in Retention	Marital Status	Members Within Household	Months Current Account	Months as a Customer	Number of Call Center Contacts	Number of Loan Accounts	Number of Products	Number of Transactions	Number of Workers in Household	Percentage White Collar Workers	Personal Debt to Equity Ratio	RFM Score	Weeks Since Last Offer
Accepted Credit Card	1.000	0.000	0.000	0.000	0.027	0.029	0.055	0.065	0.000	0.000	0.000	0.010	0.033	0.000	0.002	0.011	0.000	0.000	0.016	0.000	0.000	0.000	0.000	0.000	0.065	0.000	0.000	0.034	0.027	0.000	0.064
Accepted Home Equity Loan	0.000	1.000	0.000	0.000	0.063	0.000	0.025	0.039	0.055	0.000	0.000	0.029	0.000	0.000	0.000	0.000	0.023	0.000	0.000	0.000	0.034	0.000	0.000	0.000	0.000	0.075	0.000	0.000	0.063	0.000	0.000
Accepted Personal Loan	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.020	0.000	0.000	0.066	0.000	0.000	0.000	0.044	0.033	0.026	0.040	0.049	0.037	0.031	0.059	0.000	0.053	0.000	0.000	0.000	0.000
Accepted Retention	0.000	0.000	0.000	1.000	0.020	0.028	0.026	0.000	0.000	0.025	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.017	0.035	0.033	0.042	0.038	0.000	0.049	0.000	0.000	0.076	0.000	0.020	0.051	0.036
Age	0.027	0.063	0.000	0.020	1.000	0.973	-0.007	-0.011	-0.017	0.030	0.000	0.000	0.003	-0.014	0.053	0.022	0.000	0.000	0.349	0.177	-0.008	0.000	-0.031	0.009	0.008	-0.006	-0.008	0.012	1.000	-0.001	0.027
Age Youngest Child	0.029	0.000	0.000	0.028	0.973	1.000	-0.003	-0.008	-0.022	0.032	0.000	0.037	0.011	-0.012	0.046	0.027	0.000	0.045	0.269	0.180	-0.003	0.000	-0.030	0.009	0.010	-0.002	-0.012	0.004	0.973	0.003	0.031
Annual value	0.055	0.025	0.000	0.026	-0.007	-0.003	1.000	0.467	0.039	0.000	0.000	0.000	-0.065	0.001	0.029	0.075	0.000	0.081	0.107	0.046	0.058	0.041	0.018	0.812	0.514	0.480	0.007	0.065	-0.007	0.472	-0.021
Average Balance Feed Index	0.065	0.039	0.000	0.000	-0.011	-0.008	0.467	1.000	0.020	0.046	0.039	0.000	-0.003	-0.047	0.026	0.000	0.067	0.015	0.019	0.045	0.186	0.120	0.012	0.037	0.910	0.969	-0.008	0.007	-0.011	0.962	-0.039
Customer ID	0.000	0.055	0.000	0.000	-0.017	-0.022	0.039	0.020	1.000	0.014	0.034	0.033	-0.003	0.018	0.000	0.000	0.038	0.000	0.015	-0.006	0.015	0.000	0.007	0.001	0.046	0.034	0.036	-0.005	-0.017	0.026	-0.005
Gender	0.000	0.000	0.000	0.025	0.030	0.032	0.000	0.046	0.014	1.000	0.040	0.000	0.136	0.137	0.000	0.000	0.000	0.000	0.000	0.041	0.000	0.000	0.000	0.000	0.000	0.000	0.243	0.135	0.030	0.000	0.049
Has Bad Payment Record	0.000	0.000	0.020	0.000	0.000	0.000	0.000	0.039	0.034	0.040	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.034	0.042	0.121	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
Homeowner	0.010	0.029	0.000	0.000	0.000	0.037	0.000	0.000	0.033	0.000	0.000	1.000	0.054	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.040	0.000	0.008	0.000	0.000	0.000	0.051	0.054	0.000	0.000	0.000
Household Debt to Equity Ratio	0.033	0.000	0.000	0.000	0.003	0.011	-0.065	-0.003	-0.003	0.136	0.000	0.054	1.000	0.023	0.042	0.000	0.000	0.000	0.122	0.017	-0.023	0.028	0.029	-0.098	0.008	0.006	-0.364	-0.919	0.003	0.002	-0.016
Income	0.000	0.000	0.066	0.000	-0.014	-0.012	0.001	-0.047	0.018	0.137	0.000	0.000	0.023	1.000	0.000	0.000	0.000	0.000	0.139	0.008	-0.065	0.049	-0.016	0.035	-0.031	-0.046	0.029	-0.027	-0.014	-0.045	-0.018
Interested in Credit Card	0.002	0.000	0.000	0.000	0.053	0.046	0.029	0.026	0.000	0.000	0.000	0.006	0.042	0.000	1.000	0.034	0.000	0.014	0.047	0.000	0.052	0.034	0.000	0.000	0.033	0.085	0.000	0.056	0.053	0.064	0.000
Interested in Home Equity Loan	0.011	0.000	0.000	0.000	0.022	0.027	0.075	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.034	1.000	0.000	0.021	0.062	0.014	0.055	0.000	0.063	0.040	0.063	0.044	0.023	0.000	0.022	0.073	0.000
Interested in Personal Loan	0.000	0.023	0.000	0.000	0.000	0.000	0.000	0.067	0.038	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.030	0.000	0.000	0.000	0.000	0.074	0.045	0.000	0.000	0.000	0.000	0.000
Interested in Retention	0.000	0.000	0.044	0.017	0.000	0.045	0.081	0.015	0.000	0.000	0.000	0.000	0.000	0.000	0.014	0.021	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.050	0.017	0.000	0.034	0.037	0.000	0.040	0.020
Marital Status	0.016	0.000	0.033	0.035	0.349	0.269	0.107	0.019	0.015	0.000	0.000	0.000	0.122	0.139	0.047	0.062	0.000	0.000	1.000	0.064	0.000	0.000	0.000	0.205	0.000	0.011	0.125	0.159	0.349	0.019	0.022
Members Within Household	0.000	0.000	0.026	0.033	0.177	0.180	0.046	0.045	-0.006	0.041	0.000	0.000	0.017	0.008	0.000	0.014	0.030	0.000	0.064	1.000	0.013	0.000	0.009	0.032	0.056	0.056	0.010	-0.013	0.177	0.056	0.043
Months Current Account	0.000	0.034	0.040	0.042	-0.008	-0.003	0.058	0.186	0.015	0.000	0.034	0.040	-0.023	-0.065	0.052	0.055	0.000	0.000	0.000	0.013	1.000	0.892	0.015	0.001	0.087	0.185	-0.010	0.028	-0.008	0.182	-0.004
Months as a Customer	0.000	0.000	0.049	0.038	0.000	0.000	0.041	0.120	0.000	0.000	0.042	0.000	0.028	0.049	0.034	0.000	0.000	0.000	0.000	0.000	0.892	1.000	0.014	0.000	0.044	0.066	0.000	0.019	0.000	0.155	0.000
Number of Call Center Contacts	0.000	0.000	0.037	0.000	-0.031	-0.030	0.018	0.012	0.007	0.000	0.121	0.008	0.029	-0.016	0.000	0.063	0.000	0.000	0.000	0.009	0.015	0.014	1.000	0.002	0.003	0.017	-0.032	-0.021	-0.031	0.020	-0.002
Number of Loan Accounts	0.000	0.000	0.031	0.049	0.009	0.009	0.812	0.037	0.001	0.000	0.000	0.000	-0.098	0.035	0.000	0.040	0.000	0.050	0.205	0.032	0.001	0.000	0.002	1.000	0.040	0.034	0.035	0.088	0.009	0.037	0.003
Number of Products	0.065	0.000	0.059	0.000	0.008	0.010	0.514	0.910	0.046	0.000	0.000	0.000	0.008	-0.031	0.033	0.063	0.074	0.017	0.000	0.056	0.087	0.044	0.003	0.040	1.000	0.930	-0.016	-0.003	0.008	0.914	-0.047
Number of Transactions	0.000	0.075	0.000	0.000	-0.006	-0.002	0.480	0.969	0.034	0.000	0.000	0.000	0.006	-0.046	0.085	0.044	0.045	0.000	0.011	0.056	0.185	0.066	0.017	0.034	0.930	1.000	-0.017	-0.000	-0.006	0.978	-0.037
Number of Workers in Household	0.000	0.000	0.053	0.076	-0.008	-0.012	0.007	-0.008	0.036	0.243	0.000	0.051	-0.364	0.029	0.000	0.023	0.000	0.034	0.125	0.010	-0.010	0.000	-0.032	0.035	-0.016	-0.017	1.000	0.000	-0.008	-0.008	0.048
Percentage White Collar Workers	0.034	0.000	0.000	0.000	0.012	0.004	0.065	0.007	-0.005	0.135	0.000	0.054	-0.919	-0.027	0.056	0.000	0.000	0.037	0.159	-0.013	0.028	0.019	-0.021	0.088	-0.003	-0.000	0.000	1.000	0.012	0.001	0.001
Personal Debt to Equity Ratio	0.027	0.063	0.000	0.020	1.000	0.973	-0.007	-0.011	-0.017	0.030	0.000	0.000	0.003	-0.014	0.053	0.022	0.000	0.000	0.349	0.177	-0.008	0.000	-0.031	0.009	0.008	-0.006	-0.008	0.012	1.000	-0.001	0.027
RFM Score	0.000	0.000	0.000	0.051	-0.001	0.003	0.472	0.962	0.026	0.000	0.000	0.000	0.002	-0.045	0.064	0.073	0.000	0.040	0.019	0.056	0.182	0.155	0.020	0.037	0.914	0.978	-0.008	0.001	-0.001	1.000	-0.033
Weeks Since Last Offer	0.064	0.000	0.000	0.036	0.027	0.031	-0.021	-0.039	-0.005	0.049	0.000	0.000	-0.016	-0.018	0.000	0.000	0.000	0.020	0.022	0.043	-0.004	0.000	-0.002	0.003	-0.047	-0.037	0.048	0.001	0.027	-0.033	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	Age	Months as a Customer	Number of Products	RFM Score	Average Balance Feed Index	Number of Transactions	Personal Debt to Equity Ratio	Months Current Account	Number of Loan Accounts	Customer ID	Members Within Household	Number of Call Center Contacts	Gender	Marital Status	Age Youngest Child	Number of Workers in Household	Percentage White Collar Workers	Household Debt to Equity Ratio	Income	Weeks Since Last Offer	Homeowner	Accepted Personal Loan	Accepted Retention	Accepted Home Equity Loan	Accepted Credit Card	Annual value	Interested in Personal Loan	Interested in Retention	Interested in Home Equity Loan	Interested in Credit Card
0	40	24.0	3	9.829	229	2	40	13	0	5409	5	9	F	S	11	6	37	56	37073.0	17	F	F	F	F	F	90	F	F	F	F
1	47	12.0	2	11.808	8	1	47	5	2	5477	4	9	M	M	13	13	30	56	50721.0	22	F	F	F	F	F	260	F	F	F	F
2	35	36.0	0	0.000	0	0	35	31	0	5507	4	0	F	U	1	9	33	57	43578.0	27	T	F	F	T	T	0	F	F	T	F
3	45	0.0	0	0.000	0	0	45	-3	0	8	1	11	M	U	15	7	30	62	69553.0	51	F	F	F	F	F	0	F	T	F	F
4	13	48.0	0	0.000	0	0	13	39	0	158	6	11	F	S	0	7	27	64	37502.0	8	T	F	F	F	F	0	F	F	T	F
5	45	12.0	2	11.819	119	1	45	6	3	173	5	9	F	S	14	10	28	60	34722.0	32	F	T	F	F	F	360	F	T	F	F
6	40	12.0	0	0.000	0	0	40	5	0	5408	4	7	M	U	7	10	40	48	56607.0	16	F	F	F	F	F	0	F	F	T	F
7	36	36.0	0	0.000	0	0	36	28	0	5579	1	8	F	S	7	4	36	58	55328.0	21	F	F	F	T	F	0	F	F	F	F
8	26	12.0	1	7.879	179	1	26	8	0	5695	5	10	M	S	0	15	31	52	42752.0	34	F	F	F	F	F	30	F	F	F	T
9	33	36.0	2	9.920	120	1	33	25	1	5732	5	9	M	S	2	12	29	57	71450.0	46	T	F	F	F	F	160	F	F	T	F

	Age	Months as a Customer	Number of Products	RFM Score	Average Balance Feed Index	Number of Transactions	Personal Debt to Equity Ratio	Months Current Account	Number of Loan Accounts	Customer ID	Members Within Household	Number of Call Center Contacts	Gender	Marital Status	Age Youngest Child	Number of Workers in Household	Percentage White Collar Workers	Household Debt to Equity Ratio	Income	Weeks Since Last Offer	Homeowner	Accepted Personal Loan	Accepted Retention	Accepted Home Equity Loan	Accepted Credit Card	Annual value	Interested in Personal Loan	Interested in Retention	Interested in Home Equity Loan	Interested in Credit Card
1990	42	24.0	0	0.000	0	0	42	14	5	88708	1	11	F	M	13	4	25	69	65755.0	51	F	F	T	F	F	500	F	F	F	F
1991	39	0.0	0	0.000	0	0	39	-2	1	88742	6	11	M	U	8	13	35	50	62888.0	37	F	F	F	T	F	100	F	F	F	F
1992	33	12.0	3	8.402	69	1	33	6	1	88859	6	8	F	U	6	11	32	55	54406.0	18	T	T	F	F	F	190	F	F	F	F
1993	51	0.0	9	0.000	0	0	51	-3	0	88973	4	0	F	S	19	16	16	67	52368.0	3	F	F	F	F	F	270	F	T	F	F
1994	38	0.0	0	0.000	0	0	38	-1	0	76210	4	9	F	U	6	14	44	40	56458.0	28	F	F	F	F	T	0	F	F	F	F
1995	38	48.0	0	0.000	0	0	38	35	1	76387	5	8	M	S	8	6	56	37	36646.0	8	F	F	F	F	F	100	F	F	F	F
1996	11	24.0	2	7.737	70	1	11	20	0	76430	1	9	F	S	0	7	33	58	65263.0	22	F	T	T	F	T	60	F	F	F	F
1997	23	36.0	5	8.342	109	2	23	27	1	76485	5	11	M	S	0	14	32	53	63861.0	6	T	F	T	F	F	250	F	F	F	F
1998	28	12.0	41	20.807	474	13	28	5	0	76678	4	10	F	S	0	7	33	58	65263.0	12	T	F	F	F	F	1230	F	T	F	F
1999	30	24.0	1	12.376	109	1	30	16	0	76719	4	11	F	U	1	9	33	57	43578.0	13	F	F	F	F	F	30	F	T	F	F

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample